Data Profiling Report

Dataset statistics

Number of variables	24
Number of observations	3664
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	357
Duplicate rows (%)	9.7%
Total size in memory	687.1 KiB
Average record size in memory	192.0 B

Variable types

Numeric	16
Categorical	8

Alerts

`url_chinese_present` has constant value ""	Constant
`html_num_tags('applet')` has constant value ""	Constant
Dataset has 357 (9.7%) duplicate rows	Duplicates
`url_len` is highly overall correlated with `url_path_len` and 1 other fields	High correlation
`url_num_hyphens_dom` is highly overall correlated with `url_domain_len` and 1 other fields	High correlation
`url_path_len` is highly overall correlated with `url_len` and 1 other fields	High correlation
`url_domain_len` is highly overall correlated with `url_num_hyphens_dom` and 1 other fields	High correlation
`url_hostname_len` is highly overall correlated with `url_num_hyphens_dom` and 1 other fields	High correlation
`url_query_len` is highly overall correlated with `url_num_query_para`	High correlation
`url_num_query_para` is highly overall correlated with `url_query_len`	High correlation
`url_entropy` is highly overall correlated with `url_len` and 1 other fields	High correlation
`html_num_tags('script')` is highly overall correlated with `html_num_tags('div')` and 1 other fields	High correlation
`html_num_tags('object')` is highly overall correlated with `html_num_tags('embed')`	High correlation
`html_num_tags('div')` is highly overall correlated with `html_num_tags('script')` and 2 other fields	High correlation
`html_num_tags('form')` is highly overall correlated with `html_num_tags('div')`	High correlation
`html_num_tags('a')` is highly overall correlated with `html_num_tags('script')` and 1 other fields	High correlation
`html_num_tags('embed')` is highly overall correlated with `html_num_tags('object')`	High correlation
`url_ip_present` is highly imbalanced (66.9%)	Imbalance
`url_port` is highly imbalanced (97.8%)	Imbalance
`html_num_tags('embed')` is highly imbalanced (92.0%)	Imbalance
`html_num_tags('head')` is highly imbalanced (91.8%)	Imbalance
`html_num_tags('body')` is highly imbalanced (83.9%)	Imbalance
`html_num_tags('div')` is highly skewed (γ1 = 45.20523454)	Skewed
`html_num_tags('a')` is highly skewed (γ1 = 32.57211778)	Skewed
`url_num_hyphens_dom` has 2734 (74.6%) zeros	Zeros
`url_path_len` has 626 (17.1%) zeros	Zeros
`url_num_underscores` has 3206 (87.5%) zeros	Zeros
`url_query_len` has 3436 (93.8%) zeros	Zeros
`url_num_query_para` has 3471 (94.7%) zeros	Zeros
`html_num_tags('iframe')` has 3172 (86.6%) zeros	Zeros
`html_num_tags('script')` has 486 (13.3%) zeros	Zeros
`html_num_tags('object')` has 3579 (97.7%) zeros	Zeros
`html_num_tags('div')` has 328 (9.0%) zeros	Zeros
`html_num_tags('form')` has 1191 (32.5%) zeros	Zeros
`html_num_tags('a')` has 672 (18.3%) zeros	Zeros

Reproduction

Analysis started	2023-03-07 08:28:07.486248
Analysis finished	2023-03-07 08:28:32.559433
Duration	25.07 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

url_len
Real number (ℝ)

Distinct	242
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.559225

Minimum	6
Maximum	1837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	6
5-th percentile	15
Q1	24
median	36
Q3	55
95-th percentile	157
Maximum	1837
Range	1831
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	82.493265
Coefficient of variation (CV)	1.5119948
Kurtosis	176.17286
Mean	54.559225
Median Absolute Deviation (MAD)	14
Skewness	10.797476
Sum	199905
Variance	6805.1387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	147	4.0%
34	117	3.2%
39	101	2.8%
18	97	2.6%
37	91	2.5%
26	90	2.5%
23	84	2.3%
32	84	2.3%
24	83	2.3%
33	83	2.3%
Other values (232)	2687	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	2	0.1%
9	5	0.1%
10	5	0.1%
11	13	0.4%
12	20	0.5%
13	49	1.3%
14	65	1.8%
15	58	1.6%
16	70	1.9%

Value	Count	Frequency (%)
1837	1	< 0.1%
1709	1	< 0.1%
1583	1	< 0.1%
1302	1	< 0.1%
1143	1	< 0.1%
1043	1	< 0.1%
952	1	< 0.1%
926	1	< 0.1%
880	1	< 0.1%
629	1	< 0.1%

url_num_hyphens_dom
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41293668

Minimum	0
Maximum	14
Zeros	2734
Zeros (%)	74.6%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.84705763
Coefficient of variation (CV)	2.0513015
Kurtosis	22.93946
Mean	0.41293668
Median Absolute Deviation (MAD)	0
Skewness	3.1968506
Sum	1513
Variance	0.71750663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	2734	74.6%
1	509	13.9%
2	315	8.6%
3	71	1.9%
4	26	0.7%
5	5	0.1%
6	3	0.1%
14	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2734	74.6%
1	509	13.9%
2	315	8.6%
3	71	1.9%
4	26	0.7%
5	5	0.1%
6	3	0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
6	3	0.1%
5	5	0.1%
4	26	0.7%
3	71	1.9%
2	315	8.6%
1	509	13.9%
0	2734	74.6%

url_path_len
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	203
Distinct (%)	5.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	29.36582

Minimum	0
Maximum	1816
Zeros	626
Zeros (%)	17.1%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	13
Q3	31
95-th percentile	96
Maximum	1816
Range	1816
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	78.595248
Coefficient of variation (CV)	2.6764193
Kurtosis	218.09471
Mean	29.36582
Median Absolute Deviation (MAD)	12
Skewness	12.49738
Sum	107567
Variance	6177.2129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	626	17.1%
1	470	12.8%
10	306	8.4%
13	129	3.5%
17	129	3.5%
20	75	2.0%
22	72	2.0%
9	70	1.9%
11	67	1.8%
6	63	1.7%
Other values (193)	1656	45.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	626	17.1%
1	470	12.8%
2	3	0.1%
3	13	0.4%
4	21	0.6%
5	24	0.7%
6	63	1.7%
7	60	1.6%
8	41	1.1%
9	70	1.9%

Value	Count	Frequency (%)
1816	1	< 0.1%
1690	1	< 0.1%
1566	1	< 0.1%
1286	1	< 0.1%
1127	1	< 0.1%
1022	1	< 0.1%
936	1	< 0.1%
910	1	< 0.1%
866	1	< 0.1%
607	1	< 0.1%

url_domain_len
Real number (ℝ)

Distinct	67
Distinct (%)	1.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	20.383292

Minimum	4
Maximum	109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	4
5-th percentile	11
Q1	14
median	17
Q3	24
95-th percentile	37
Maximum	109
Range	105
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.5970119
Coefficient of variation (CV)	0.47082737
Kurtosis	15.568031
Mean	20.383292
Median Absolute Deviation (MAD)	4
Skewness	2.805769
Sum	74664
Variance	92.102637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	485	13.2%
13	267	7.3%
14	252	6.9%
15	213	5.8%
16	213	5.8%
18	192	5.2%
20	167	4.6%
12	152	4.1%
11	138	3.8%
21	130	3.5%
Other values (57)	1454	39.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
5	5	0.1%
6	6	0.2%
7	24	0.7%
8	10	0.3%
9	44	1.2%
10	50	1.4%
11	138	3.8%
12	152	4.1%
13	267	7.3%

Value	Count	Frequency (%)
109	1	< 0.1%
104	2	0.1%
103	1	< 0.1%
101	4	0.1%
100	1	< 0.1%
85	1	< 0.1%
77	1	< 0.1%
74	2	0.1%
72	1	< 0.1%
68	1	< 0.1%

url_hostname_len
Real number (ℝ)

Distinct	67
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.330513

Minimum	4
Maximum	109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	4
5-th percentile	11
Q1	14
median	17
Q3	24
95-th percentile	37
Maximum	109
Range	105
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.6280931
Coefficient of variation (CV)	0.47357846
Kurtosis	15.392418
Mean	20.330513
Median Absolute Deviation (MAD)	4
Skewness	2.7904095
Sum	74491
Variance	92.700177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	461	12.6%
13	284	7.8%
14	270	7.4%
15	219	6.0%
16	198	5.4%
18	185	5.0%
20	165	4.5%
12	156	4.3%
11	144	3.9%
21	130	3.5%
Other values (57)	1452	39.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
5	5	0.1%
6	6	0.2%
7	24	0.7%
8	10	0.3%
9	44	1.2%
10	50	1.4%
11	144	3.9%
12	156	4.3%
13	284	7.8%

Value	Count	Frequency (%)
109	1	< 0.1%
104	2	0.1%
103	1	< 0.1%
101	4	0.1%
100	1	< 0.1%
85	1	< 0.1%
77	1	< 0.1%
74	2	0.1%
72	1	< 0.1%
68	1	< 0.1%

url_num_dots
Real number (ℝ)

Distinct	17
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5169214

Minimum	1
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	32
Range	31
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.5341193
Coefficient of variation (CV)	0.60952212
Kurtosis	74.78281
Mean	2.5169214
Median Absolute Deviation (MAD)	1
Skewness	5.7030461
Sum	9222
Variance	2.3535219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2	1505	41.1%
3	952	26.0%
1	662	18.1%
4	383	10.5%
5	53	1.4%
6	50	1.4%
8	15	0.4%
7	13	0.4%
9	10	0.3%
11	5	0.1%
Other values (7)	16	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	662	18.1%
2	1505	41.1%
3	952	26.0%
4	383	10.5%
5	53	1.4%
6	50	1.4%
7	13	0.4%
8	15	0.4%
9	10	0.3%
10	5	0.1%

Value	Count	Frequency (%)
32	1	< 0.1%
26	2	0.1%
16	1	< 0.1%
14	1	< 0.1%
13	5	0.1%
12	1	< 0.1%
11	5	0.1%
10	5	0.1%
9	10	0.3%
8	15	0.4%

url_num_underscores
Real number (ℝ)

Distinct	13
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27265284

Minimum	0
Maximum	18
Zeros	3206
Zeros (%)	87.5%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	18
Range	18
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1245917
Coefficient of variation (CV)	4.1246286
Kurtosis	96.850391
Mean	0.27265284
Median Absolute Deviation (MAD)	0
Skewness	8.5207928
Sum	999
Variance	1.2647065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	3206	87.5%
1	257	7.0%
2	87	2.4%
3	57	1.6%
4	29	0.8%
6	7	0.2%
14	6	0.2%
5	5	0.1%
12	4	0.1%
10	2	0.1%
Other values (3)	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3206	87.5%
1	257	7.0%
2	87	2.4%
3	57	1.6%
4	29	0.8%
5	5	0.1%
6	7	0.2%
10	2	0.1%
11	1	< 0.1%
12	4	0.1%

Value	Count	Frequency (%)
18	2	0.1%
15	1	< 0.1%
14	6	0.2%
12	4	0.1%
11	1	< 0.1%
10	2	0.1%
6	7	0.2%
5	5	0.1%
4	29	0.8%
3	57	1.6%

url_query_len
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7076965

Minimum	0
Maximum	429
Zeros	3436
Zeros (%)	93.8%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	27.85
Maximum	429
Range	429
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.318285
Coefficient of variation (CV)	5.3780622
Kurtosis	85.203526
Mean	4.7076965
Median Absolute Deviation (MAD)	0
Skewness	8.0545636
Sum	17249
Variance	641.01555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3436	93.8%
41	50	1.4%
157	21	0.6%
5	12	0.3%
11	8	0.2%
44	6	0.2%
165	6	0.2%
45	5	0.1%
70	5	0.1%
36	4	0.1%
Other values (68)	111	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3436	93.8%
5	12	0.3%
6	2	0.1%
9	1	< 0.1%
11	8	0.2%
13	1	< 0.1%
15	4	0.1%
16	3	0.1%
17	2	0.1%
18	2	0.1%

Value	Count	Frequency (%)
429	2	0.1%
350	1	< 0.1%
312	1	< 0.1%
289	1	< 0.1%
271	1	< 0.1%
248	1	< 0.1%
208	1	< 0.1%
200	2	0.1%
185	1	< 0.1%
173	1	< 0.1%

url_num_query_para
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10425764

Minimum	0
Maximum	9
Zeros	3471
Zeros (%)	94.7%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.57430977
Coefficient of variation (CV)	5.5085629
Kurtosis	93.849177
Mean	0.10425764
Median Absolute Deviation (MAD)	0
Skewness	8.5653553
Sum	382
Variance	0.32983172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	3471	94.7%
1	105	2.9%
2	41	1.1%
3	33	0.9%
6	5	0.1%
7	4	0.1%
9	2	0.1%
8	2	0.1%
4	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3471	94.7%
1	105	2.9%
2	41	1.1%
3	33	0.9%
4	1	< 0.1%
6	5	0.1%
7	4	0.1%
8	2	0.1%
9	2	0.1%

Value	Count	Frequency (%)
9	2	0.1%
8	2	0.1%
7	4	0.1%
6	5	0.1%
4	1	< 0.1%
3	33	0.9%
2	41	1.1%
1	105	2.9%
0	3471	94.7%

url_ip_present
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

0.0	3441
1.0	223

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3441	93.9%
1.0	223	6.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3441	93.9%
1.0	223	6.1%

Most occurring characters

Value	Count	Frequency (%)
0	7105	64.6%
.	3664	33.3%
1	223	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7105	97.0%
1	223	3.0%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7105	64.6%
.	3664	33.3%
1	223	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7105	64.6%
.	3664	33.3%
1	223	2.0%

url_entropy
Real number (ℝ)

Distinct	2524
Distinct (%)	68.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2285684

Minimum	2.7378394
Maximum	5.8217821
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	2.7378394
5-th percentile	3.6197263
Q1	3.9831956
median	4.1895611
Q3	4.4589405
95-th percentile	4.9033082
Maximum	5.8217821
Range	3.0839426
Interquartile range (IQR)	0.47574484

Descriptive statistics

Standard deviation	0.3930554
Coefficient of variation (CV)	0.092952357
Kurtosis	0.69692091
Mean	4.2285684
Median Absolute Deviation (MAD)	0.22579503
Skewness	0.30399941
Sum	15493.475
Variance	0.15449254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.970175521	18	0.5%
4.084962501	14	0.4%
3.886842188	13	0.4%
3.97366069	12	0.3%
3.788754914	11	0.3%
3.938721876	11	0.3%
4.053508855	11	0.3%
3.558518613	10	0.3%
3.689703732	10	0.3%
4.168295834	9	0.2%
Other values (2514)	3545	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.737839416	1	< 0.1%
2.819808339	1	< 0.1%
2.971860874	1	< 0.1%
3.012015896	1	< 0.1%
3.019765516	1	< 0.1%
3.074515896	2	0.1%
3.077323802	1	< 0.1%
3.103701696	1	< 0.1%
3.127986807	1	< 0.1%
3.137015896	1	< 0.1%

Value	Count	Frequency (%)
5.821782065	1	< 0.1%
5.815521588	1	< 0.1%
5.676410099	1	< 0.1%
5.65563894	1	< 0.1%
5.64727204	1	< 0.1%
5.645037892	1	< 0.1%
5.624739025	2	0.1%
5.612819605	1	< 0.1%
5.567501007	1	< 0.1%
5.566057159	1	< 0.1%

url_chinese_present
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

0.0	3664

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3664	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3664	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	7328	66.7%
.	3664	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7328	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7328	66.7%
.	3664	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7328	66.7%
.	3664	33.3%

url_port
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

0.0	3656
1.0	8

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3656	99.8%
1.0	8	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3656	99.8%
1.0	8	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	7320	66.6%
.	3664	33.3%
1	8	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7320	99.9%
1	8	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7320	66.6%
.	3664	33.3%
1	8	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7320	66.6%
.	3664	33.3%
1	8	0.1%

html_num_tags('iframe')
Real number (ℝ)

Distinct	14
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22079694

Minimum	0
Maximum	26
Zeros	3172
Zeros (%)	86.6%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	26
Range	26
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.89838258
Coefficient of variation (CV)	4.068818
Kurtosis	254.94884
Mean	0.22079694
Median Absolute Deviation (MAD)	0
Skewness	12.35457
Sum	809
Variance	0.80709126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	3172	86.6%
1	365	10.0%
2	59	1.6%
3	41	1.1%
4	8	0.2%
5	6	0.2%
8	3	0.1%
12	2	0.1%
6	2	0.1%
10	2	0.1%
Other values (4)	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3172	86.6%
1	365	10.0%
2	59	1.6%
3	41	1.1%
4	8	0.2%
5	6	0.2%
6	2	0.1%
7	1	< 0.1%
8	3	0.1%
10	2	0.1%

Value	Count	Frequency (%)
26	1	< 0.1%
17	1	< 0.1%
12	2	0.1%
11	1	< 0.1%
10	2	0.1%
8	3	0.1%
7	1	< 0.1%
6	2	0.1%
5	6	0.2%
4	8	0.2%

html_num_tags('script')
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7854803

Minimum	0
Maximum	267
Zeros	486
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	12
95-th percentile	30
Maximum	267
Range	267
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	12.647356
Coefficient of variation (CV)	1.4395748
Kurtosis	69.093899
Mean	8.7854803
Median Absolute Deviation (MAD)	4
Skewness	5.5378516
Sum	32190
Variance	159.95561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	646	17.6%
0	486	13.3%
1	355	9.7%
3	232	6.3%
9	184	5.0%
8	172	4.7%
4	153	4.2%
17	133	3.6%
5	121	3.3%
6	109	3.0%
Other values (68)	1073	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	486	13.3%
1	355	9.7%
2	646	17.6%
3	232	6.3%
4	153	4.2%
5	121	3.3%
6	109	3.0%
7	100	2.7%
8	172	4.7%
9	184	5.0%

Value	Count	Frequency (%)
267	1	< 0.1%
174	1	< 0.1%
140	1	< 0.1%
129	2	0.1%
108	1	< 0.1%
104	1	< 0.1%
98	1	< 0.1%
97	1	< 0.1%
90	1	< 0.1%
87	2	0.1%

html_num_tags('embed')
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

0.0	3602
1.0	60
3.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3602	98.3%
1.0	60	1.6%
3.0	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3602	98.3%
1.0	60	1.6%
3.0	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7266	66.1%
.	3664	33.3%
1	60	0.5%
3	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7266	99.2%
1	60	0.8%
3	2	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7266	66.1%
.	3664	33.3%
1	60	0.5%
3	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7266	66.1%
.	3664	33.3%
1	60	0.5%
3	2	< 0.1%

html_num_tags('object')
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.028930131

Minimum	0
Maximum	8
Zeros	3579
Zeros (%)	97.7%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2376823
Coefficient of variation (CV)	8.2157354
Kurtosis	435.46225
Mean	0.028930131
Median Absolute Deviation (MAD)	0
Skewness	16.802124
Sum	106
Variance	0.056492876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	3579	97.7%
1	76	2.1%
2	5	0.1%
3	1	< 0.1%
8	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3579	97.7%
1	76	2.1%
2	5	0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
3	1	< 0.1%
2	5	0.1%
1	76	2.1%
0	3579	97.7%

html_num_tags('div')
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	302
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.843886

Minimum	0
Maximum	19941
Zeros	328
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	33
Q3	62
95-th percentile	251
Maximum	19941
Range	19941
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	365.5933
Coefficient of variation (CV)	5.1605484
Kurtosis	2399.0481
Mean	70.843886
Median Absolute Deviation (MAD)	28
Skewness	45.205235
Sum	259572
Variance	133658.46
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	328	9.0%
41	322	8.8%
4	148	4.0%
1	144	3.9%
2	136	3.7%
8	93	2.5%
36	80	2.2%
3	74	2.0%
5	72	2.0%
32	71	1.9%
Other values (292)	2196	59.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	328	9.0%
1	144	3.9%
2	136	3.7%
3	74	2.0%
4	148	4.0%
5	72	2.0%
6	37	1.0%
7	31	0.8%
8	93	2.5%
9	63	1.7%

Value	Count	Frequency (%)
19941	1	< 0.1%
5511	1	< 0.1%
2992	1	< 0.1%
2087	4	0.1%
1999	1	< 0.1%
1604	1	< 0.1%
1234	1	< 0.1%
1122	1	< 0.1%
956	2	0.1%
950	1	< 0.1%

html_num_tags('head')
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

1.0	3590
0.0	41
2.0	32
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	3590	98.0%
0.0	41	1.1%
2.0	32	0.9%
3.0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	3590	98.0%
0.0	41	1.1%
2.0	32	0.9%
3.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	3705	33.7%
.	3664	33.3%
1	3590	32.7%
2	32	0.3%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3705	50.6%
1	3590	49.0%
2	32	0.4%
3	1	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3705	33.7%
.	3664	33.3%
1	3590	32.7%
2	32	0.3%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3705	33.7%
.	3664	33.3%
1	3590	32.7%
2	32	0.3%
3	1	< 0.1%

html_num_tags('body')
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

1.0	3495
2.0	106
0.0	57
3.0	6

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	3495	95.4%
2.0	106	2.9%
0.0	57	1.6%
3.0	6	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	3495	95.4%
2.0	106	2.9%
0.0	57	1.6%
3.0	6	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	3721	33.9%
.	3664	33.3%
1	3495	31.8%
2	106	1.0%
3	6	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3721	50.8%
1	3495	47.7%
2	106	1.4%
3	6	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3721	33.9%
.	3664	33.3%
1	3495	31.8%
2	106	1.0%
3	6	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3721	33.9%
.	3664	33.3%
1	3495	31.8%
2	106	1.0%
3	6	0.1%

html_num_tags('form')
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0289301

Minimum	0
Maximum	57
Zeros	1191
Zeros (%)	32.5%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	57
Range	57
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.5639026
Coefficient of variation (CV)	1.5199308
Kurtosis	472.44134
Mean	1.0289301
Median Absolute Deviation (MAD)	1
Skewness	15.345319
Sum	3770
Variance	2.4457913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	1790	48.9%
0	1191	32.5%
2	433	11.8%
3	132	3.6%
4	49	1.3%
5	40	1.1%
7	12	0.3%
19	5	0.1%
8	4	0.1%
6	4	0.1%
Other values (4)	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1191	32.5%
1	1790	48.9%
2	433	11.8%
3	132	3.6%
4	49	1.3%
5	40	1.1%
6	4	0.1%
7	12	0.3%
8	4	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
57	1	< 0.1%
19	5	0.1%
11	1	< 0.1%
10	1	< 0.1%
9	1	< 0.1%
8	4	0.1%
7	12	0.3%
6	4	0.1%
5	40	1.1%
4	49	1.3%

html_num_tags('a')
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	300
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.18286

Minimum	0
Maximum	13451
Zeros	672
Zeros (%)	18.3%
Negative	0
Negative (%)	0.0%
Memory size	28.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	52
95-th percentile	238
Maximum	13451
Range	13451
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	342.65146
Coefficient of variation (CV)	5.1773444
Kurtosis	1244.8768
Mean	66.18286
Median Absolute Deviation (MAD)	16
Skewness	32.572118
Sum	242494
Variance	117410.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	672	18.3%
3	214	5.8%
16	208	5.7%
1	186	5.1%
15	118	3.2%
4	117	3.2%
18	110	3.0%
2	107	2.9%
29	85	2.3%
5	80	2.2%
Other values (290)	1767	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	672	18.3%
1	186	5.1%
2	107	2.9%
3	214	5.8%
4	117	3.2%
5	80	2.2%
6	35	1.0%
7	60	1.6%
8	45	1.2%
9	37	1.0%

Value	Count	Frequency (%)
13451	1	< 0.1%
13298	1	< 0.1%
2664	1	< 0.1%
2557	1	< 0.1%
2501	1	< 0.1%
2053	1	< 0.1%
1526	1	< 0.1%
1315	4	0.1%
1236	1	< 0.1%
909	1	< 0.1%

html_num_tags('applet')
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

0.0	3664

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10992
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3664	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3664	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	7328	66.7%
.	3664	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7328	66.7%
Other Punctuation	3664	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7328	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	3664	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10992	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7328	66.7%
.	3664	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10992	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7328	66.7%
.	3664	33.3%

label
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.8 KiB

benign	1858
malicious	1806

Length

Max length	9
Median length	6
Mean length	7.4787118
Min length	6

Characters and Unicode

Total characters	27402
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	malicious
2nd row	benign
3rd row	benign
4th row	benign
5th row	benign

Common Values

Value	Count	Frequency (%)
benign	1858	50.7%
malicious	1806	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
benign	1858	50.7%
malicious	1806	49.3%

Most occurring characters

Value	Count	Frequency (%)
i	5470	20.0%
n	3716	13.6%
b	1858	6.8%
e	1858	6.8%
g	1858	6.8%
m	1806	6.6%
a	1806	6.6%
l	1806	6.6%
c	1806	6.6%
o	1806	6.6%
Other values (2)	3612	13.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	27402	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	5470	20.0%
n	3716	13.6%
b	1858	6.8%
e	1858	6.8%
g	1858	6.8%
m	1806	6.6%
a	1806	6.6%
l	1806	6.6%
c	1806	6.6%
o	1806	6.6%
Other values (2)	3612	13.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27402	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	5470	20.0%
n	3716	13.6%
b	1858	6.8%
e	1858	6.8%
g	1858	6.8%
m	1806	6.6%
a	1806	6.6%
l	1806	6.6%
c	1806	6.6%
o	1806	6.6%
Other values (2)	3612	13.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27402	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	5470	20.0%
n	3716	13.6%
b	1858	6.8%
e	1858	6.8%
g	1858	6.8%
m	1806	6.6%
a	1806	6.6%
l	1806	6.6%
c	1806	6.6%
o	1806	6.6%
Other values (2)	3612	13.2%

Auto

Heatmap
Table

	url_len	url_num_hyphens_dom	url_path_len	url_domain_len	url_hostname_len	url_num_dots	url_num_underscores	url_query_len	url_num_query_para	url_entropy	html_num_tags('iframe')	html_num_tags('script')	html_num_tags('object')	html_num_tags('div')	html_num_tags('form')	html_num_tags('a')	url_ip_present	url_port	html_num_tags('embed')	html_num_tags('head')	html_num_tags('body')	label
url_len	1.000	0.077	0.847	0.173	0.180	0.399	0.404	0.347	0.335	0.815	0.004	-0.204	0.002	-0.211	-0.010	-0.229	0.000	0.088	0.000	0.079	0.136	0.060
url_num_hyphens_dom	0.077	1.000	-0.192	0.553	0.556	-0.141	-0.119	0.088	0.075	0.092	-0.071	-0.137	-0.072	0.156	0.137	0.058	0.084	0.000	0.000	0.031	0.071	0.280
url_path_len	0.847	-0.192	1.000	-0.234	-0.227	0.368	0.429	0.150	0.137	0.688	0.029	-0.123	0.024	-0.267	-0.036	-0.223	0.000	0.161	0.000	0.083	0.032	0.107
url_domain_len	0.173	0.553	-0.234	1.000	0.995	0.010	-0.171	0.072	0.073	0.157	-0.030	-0.072	-0.004	0.134	0.149	0.044	0.169	0.000	0.050	0.060	0.084	0.377
url_hostname_len	0.180	0.556	-0.227	0.995	1.000	-0.003	-0.169	0.075	0.076	0.164	-0.029	-0.060	-0.010	0.147	0.160	0.057	0.257	0.000	0.053	0.061	0.082	0.378
url_num_dots	0.399	-0.141	0.368	0.010	-0.003	1.000	0.175	0.097	0.099	0.333	0.017	-0.179	-0.015	-0.220	-0.141	-0.163	0.046	0.000	0.000	0.000	0.027	0.076
url_num_underscores	0.404	-0.119	0.429	-0.171	-0.169	0.175	1.000	0.173	0.168	0.351	-0.023	-0.119	-0.041	-0.194	-0.177	-0.143	0.032	0.397	0.000	0.092	0.015	0.144
url_query_len	0.347	0.088	0.150	0.072	0.075	0.097	0.173	1.000	0.922	0.360	-0.040	-0.129	-0.024	-0.015	0.042	-0.097	0.000	0.000	0.000	0.000	0.207	0.177
url_num_query_para	0.335	0.075	0.137	0.073	0.076	0.099	0.168	0.922	1.000	0.345	-0.051	-0.139	-0.020	0.005	0.034	-0.077	0.038	0.000	0.000	0.000	0.225	0.235
url_entropy	0.815	0.092	0.688	0.157	0.164	0.333	0.351	0.360	0.345	1.000	-0.016	-0.167	-0.015	-0.124	0.024	-0.145	0.271	0.056	0.025	0.037	0.146	0.256
html_num_tags('iframe')	0.004	-0.071	0.029	-0.030	-0.029	0.017	-0.023	-0.040	-0.051	-0.016	1.000	0.307	0.136	0.245	0.198	0.270	0.000	0.000	0.000	0.032	0.000	0.071
html_num_tags('script')	-0.204	-0.137	-0.123	-0.072	-0.060	-0.179	-0.119	-0.129	-0.139	-0.167	0.307	1.000	0.036	0.555	0.386	0.595	0.035	0.000	0.000	0.200	0.073	0.087
html_num_tags('object')	0.002	-0.072	0.024	-0.004	-0.010	-0.015	-0.041	-0.024	-0.020	-0.015	0.136	0.036	1.000	0.005	-0.048	0.102	0.076	0.000	0.753	0.000	0.099	0.120
html_num_tags('div')	-0.211	0.156	-0.267	0.134	0.147	-0.220	-0.194	-0.015	0.005	-0.124	0.245	0.555	0.005	1.000	0.532	0.819	0.000	0.000	0.000	0.000	0.000	0.036
html_num_tags('form')	-0.010	0.137	-0.036	0.149	0.160	-0.141	-0.177	0.042	0.034	0.024	0.198	0.386	-0.048	0.532	1.000	0.457	0.000	0.000	0.000	0.000	0.000	0.035
html_num_tags('a')	-0.229	0.058	-0.223	0.044	0.057	-0.163	-0.143	-0.097	-0.077	-0.145	0.270	0.595	0.102	0.819	0.457	1.000	0.000	0.000	0.000	0.000	0.000	0.036
url_ip_present	0.000	0.084	0.000	0.169	0.257	0.046	0.032	0.000	0.038	0.271	0.000	0.035	0.076	0.000	0.000	0.000	1.000	0.097	0.024	0.009	0.035	0.077
url_port	0.088	0.000	0.161	0.000	0.000	0.000	0.397	0.000	0.000	0.056	0.000	0.000	0.000	0.000	0.000	0.000	0.097	1.000	0.000	0.000	0.000	0.000
html_num_tags('embed')	0.000	0.000	0.000	0.050	0.053	0.000	0.000	0.000	0.000	0.025	0.000	0.000	0.753	0.000	0.000	0.000	0.024	0.000	1.000	0.000	0.000	0.110
html_num_tags('head')	0.079	0.031	0.083	0.060	0.061	0.000	0.092	0.000	0.000	0.037	0.032	0.200	0.000	0.000	0.000	0.000	0.009	0.000	0.000	1.000	0.275	0.000
html_num_tags('body')	0.136	0.071	0.032	0.084	0.082	0.027	0.015	0.207	0.225	0.146	0.000	0.073	0.099	0.000	0.000	0.000	0.035	0.000	0.000	0.275	1.000	0.133
label	0.060	0.280	0.107	0.377	0.378	0.076	0.144	0.177	0.235	0.256	0.071	0.087	0.120	0.036	0.035	0.036	0.077	0.000	0.110	0.000	0.133	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	url_len	url_num_hyphens_dom	url_path_len	url_domain_len	url_hostname_len	url_num_dots	url_entropy	html_num_tags('iframe')	html_num_tags('script')	html_num_tags('embed')	html_num_tags('object')	html_num_tags('div')	html_num_tags('head')	html_num_tags('body')	html_num_tags('form')	html_num_tags('a')	label
0	23.0	0.0	8.0	15.0	15.0	2.0	4.260333	0.0	7.0	0.0	0.0	0.0	1.0	1.0	0.0	0.0	malicious
1	75.0	0.0	58.0	17.0	17.0	6.0	4.636107	0.0	18.0	0.0	0.0	20.0	1.0	1.0	0.0	21.0	benign
2	20.0	0.0	4.0	16.0	16.0	2.0	3.708966	1.0	33.0	0.0	0.0	101.0	1.0	1.0	3.0	70.0	benign
3	27.0	0.0	13.0	14.0	14.0	3.0	4.025592	0.0	15.0	0.0	0.0	151.0	1.0	1.0	1.0	55.0	benign
4	39.0	2.0	12.0	27.0	27.0	2.0	4.631833	0.0	10.0	0.0	0.0	332.0	1.0	1.0	0.0	321.0	benign
5	18.0	0.0	0.0	18.0	18.0	2.0	3.943465	0.0	4.0	1.0	1.0	3.0	1.0	1.0	0.0	18.0	benign
6	49.0	0.0	30.0	19.0	19.0	4.0	4.251365	0.0	8.0	0.0	0.0	19.0	1.0	1.0	1.0	4.0	malicious
7	25.0	0.0	0.0	25.0	25.0	2.0	3.890320	0.0	22.0	0.0	0.0	333.0	1.0	1.0	1.0	155.0	benign
8	39.0	0.0	22.0	17.0	17.0	3.0	4.417174	0.0	17.0	0.0	0.0	32.0	1.0	1.0	2.0	29.0	benign
9	40.0	0.0	1.0	18.0	18.0	2.0	4.772055	0.0	3.0	0.0	0.0	18.0	1.0	1.0	0.0	2.0	malicious

	url_len	url_num_hyphens_dom	url_path_len	url_domain_len	url_hostname_len	url_num_dots	url_num_underscores	url_query_len	url_num_query_para	url_ip_present	url_entropy	html_num_tags('iframe')	html_num_tags('script')	html_num_tags('div')	html_num_tags('head')	html_num_tags('body')	html_num_tags('form')	html_num_tags('a')	label
3654	63.0	0.0	49.0	14.0	14.0	1.0	0.0	0.0	0.0	0.0	4.652737	0.0	1.0	2.0	1.0	2.0	1.0	0.0	malicious
3655	25.0	0.0	14.0	11.0	11.0	2.0	0.0	0.0	0.0	0.0	3.905639	0.0	14.0	36.0	1.0	1.0	0.0	41.0	benign
3656	126.0	0.0	46.0	17.0	17.0	2.0	5.0	62.0	2.0	0.0	5.025647	0.0	14.0	46.0	1.0	1.0	1.0	0.0	malicious
3657	42.0	0.0	21.0	21.0	21.0	1.0	0.0	0.0	0.0	0.0	4.148415	0.0	63.0	17.0	1.0	1.0	1.0	45.0	benign
3658	14.0	0.0	0.0	14.0	14.0	3.0	0.0	0.0	0.0	1.0	3.499228	0.0	0.0	2.0	1.0	1.0	0.0	1.0	benign
3659	68.0	3.0	16.0	52.0	52.0	2.0	0.0	0.0	0.0	0.0	4.135356	0.0	0.0	11.0	1.0	1.0	0.0	3.0	malicious
3660	66.0	0.0	48.0	18.0	18.0	2.0	0.0	0.0	0.0	0.0	4.362331	1.0	14.0	212.0	1.0	1.0	3.0	475.0	benign
3661	90.0	1.0	64.0	26.0	26.0	4.0	0.0	0.0	0.0	0.0	4.693343	0.0	13.0	75.0	1.0	1.0	2.0	103.0	malicious
3662	46.0	0.0	33.0	13.0	13.0	3.0	0.0	0.0	0.0	0.0	4.604166	0.0	0.0	4.0	1.0	1.0	0.0	3.0	benign
3663	18.0	0.0	0.0	18.0	18.0	2.0	0.0	0.0	0.0	0.0	3.619471	0.0	3.0	282.0	1.0	1.0	2.0	46.0	benign

Most frequently occurring

	url_len	url_num_hyphens_dom	url_path_len	url_domain_len	url_hostname_len	url_num_dots	url_entropy	html_num_tags('iframe')	html_num_tags('script')	html_num_tags('div')	html_num_tags('head')	html_num_tags('body')	html_num_tags('form')	html_num_tags('a')	label	# duplicates
67	19.0	0.0	6.0	13.0	13.0	2.0	3.950064	0.0	6.0	38.0	1.0	1.0	1.0	18.0	benign	5
113	26.0	0.0	12.0	14.0	14.0	2.0	3.995715	0.0	7.0	51.0	1.0	1.0	1.0	198.0	benign	5
122	27.0	1.0	0.0	27.0	27.0	2.0	4.278352	0.0	9.0	200.0	1.0	1.0	2.0	122.0	benign	5
245	44.0	0.0	27.0	17.0	17.0	1.0	4.139468	0.0	2.0	3.0	1.0	1.0	1.0	0.0	malicious	5
5	13.0	0.0	0.0	13.0	13.0	2.0	3.684184	0.0	18.0	219.0	1.0	1.0	1.0	344.0	benign	4
8	13.0	0.0	0.0	13.0	13.0	2.0	3.884184	0.0	0.0	3.0	1.0	1.0	0.0	0.0	benign	4
23	16.0	0.0	0.0	16.0	16.0	2.0	3.653997	1.0	16.0	79.0	1.0	1.0	1.0	161.0	benign	4
46	17.0	0.0	0.0	17.0	17.0	2.0	4.053509	1.0	6.0	249.0	1.0	1.0	3.0	162.0	benign	4
47	17.0	0.0	0.0	17.0	17.0	2.0	4.084963	0.0	13.0	95.0	0.0	1.0	1.0	62.0	benign	4
66	19.0	0.0	0.0	19.0	19.0	2.0	4.008132	0.0	4.0	183.0	1.0	1.0	1.0	564.0	benign	4

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation